Closed-loop neuromodulation, especially using the phase of the electroencephalography (EEG) rhythm to assess the real-time brain state and optimize the brain stimulation process, is becoming a hot research topic. Because the EEG signal is non-stationary, the commonly used EEG phase-based prediction methods have large variances, which may reduce the accuracy of the phase prediction. In this study, we proposed a machine learning-based EEG phase prediction network, which we call EEG phase prediction network (EPN), to capture the overall rhythm distribution pattern of subjects and map the instantaneous phase directly from the narrow-band EEG data. We verified the performance of EPN on pre-recorded data, simulated EEG data, and a real-time experiment. Compared with widely used state-of-the-art models (optimized multi-layer filter architecture, auto-regress, and educated temporal prediction), EPN achieved the lowest variance and the greatest accuracy. Thus, the EPN model will provide broader applications for EEG phase-based closed-loop neuromodulation.
Humans ; Electroencephalography/methods* ; Brain/physiology* ; Machine Learning ; Signal Processing, Computer-Assisted ; Male ; Adult ; Neural Networks, Computer ; Brain Waves/physiology*

Objective To observe the value of 5.0T MRI in measuring the volumes of hippocampal formation(HF)subfields in healthy adults.Methods Cranial high-resolution TIWI were prospectively obtained in 23 healthy adult volunteers using 5.0T and 3.0T MR scanners,respectively.HF was divided into 38 subfields,and then the volume of each subfield was measured using FreeSurfer software.The volumes of HF subfield based on 5.0T and 3.0T MR T1WI were compared,and the correlations of the outcomes were analyzed.Results Significant differences of the volumes of bilateral hippocampal tails,left parasubiculum,left molecular layer of hippocampal head,left granular cell-molecular layer-dentate gyrus head,right granular cell-molecular layer-dentate gyrus body,left cornu Ammonis(CA)1 head,left CA3 head,left CA4 head,right fimbria of hippocampus and left hippocampus amygdala transition area were found between 5.0T and 3.0T T1WI(all P＜0.05).The volumes of HF subfields measured based on 5.0T and 3.0T T1WI were moderately to highly positively correlated(all r＞0.5,all P＜0.01).Conclusion 5.0T MRI could be used to measure the volume of HF subfield in adults.

Primary prostate synovial sarcoma (PPSS) is rare in clinic. One patient was admitted to our hospital in May 2021. The patient was admitted to the hospital because of the physical examination. Preoperative pelvic enhanced MR, PETCT and preoperative puncture pathology suggested that pelvic soft tissue sarcoma was likely. Robot-assisted radical resection of pelvic tumor was performed, and the unilateral PPSS was diagnosed by postoperative pathology, immunohistochemistry and gene detection. Patients were treated with ifosfamide + adriamycin adjuvant chemotherapy one month after operation, and Proton therapy radiotherapy five months after operation. Follow-up for more than 2 years showed that the patients were generally in good condition, and no recurrence or metastasis was found in imaging.

Brain/diagnostic imaging* ; Humans ; Magnetic Resonance Imaging ; Neuroimaging ; White Matter/diagnostic imaging*

Objective:To compare the clinical features between chronic active Epstein-Barr virus infection(CAEBV) and infectious mononucleosis(IM)in adult patients.Methods:Clinical data from 56 adult IM patients and 14 adult CAEBV patients admitted in the First Affiliated Hospital of Nanjing Medical University during January 2011 to December 2019 were enrolled. Clinical manifestations, laboratory indicators, treatment and outcomes were compared between two groups. Chi-square test and Mann-whitney U test were used to analyze data. Results:The average age of CAEBV patients was higher than that of IM patients [36.0(23.8, 50.5)years vs. 19.0(17.3, 22.8) years; U=90.0, P<0.05]. The symptoms of sore throat, throat congestion, tonsilla enlargement and lymphadenopathy in IM group were more common than those in CAEBV group( χ2=14.088, 16.875, 31.855 and 10.938, all P<0.01). However, the incidence of pulmonary infection, sleepiness/dysphoria and splenomegaly in CAEBV group were significantly higher than those in IM group( χ2=17.217, 5.809 and 6.254, P<0.05 or <0.01). The white blood cell counts, hemoglobin levels, platelet counts, alanine aminotransferase(ALT) and albumin in CAEBV group were significantly lower than those in IM group( U=47.0, 49.5, 158.5, 173.0 and 263.5, all P<0.01). The levels of neutrophil ratio, C-reactive protein, serum ferritin and EBV DNA load in CAEBV group were significantly higher than those in IM group( U=145.0, 140.0, 128.5 and 115.0, P<0.05 or <0.01). The proportions of CD3 + T cell counts and CD8 + T cell counts in CAEBV group were significantly lower compared to those in IM group( U=42.0 and 24.5, P<0.01); the proportions of CD4 + T cell counts, the CD4 + T/CD8 + T cell counts ratio and B lymphocytes in CAEBV group were significantly higher compared to those in IM group( U=29.0, 23.5 and 34.5, P<0.01). Fifty-six IM patients were all cured and discharged from hospital. In CAEBV group, 8 cases died, 3 cases were improved and 3 cases lost follow-up. Conclusions:Patients with IM represent a favorable prognosis, while the prognosis of CAEBV is relatively poor and complication with HLH may occur. For older patients with EBV infection complicated with pulmonary infection, lethargy/irritability, attention should be paid to monitor blood routine, liver function, serum EBV DNA load and peripheral blood lymphocyte subsets.

Posttranslational modifications(PTMs)of proteins,particularly acetylation,phosphory-lation,and ubiquitination,play critical roles in the host innate immune response.PTMs'dynamic changes and the crosstalk among them are complicated.To build a comprehensive dynamic net-work of inflammation-related proteins,we integrated data from the whole-cell proteome(WCP),acetylome,phosphoproteome,and ubiquitinome of human and mouse macrophages.Our datasets of acetylation,phosphorylation,and ubiquitination sites helped identify PTM crosstalk within and across proteins involved in the inflammatory response.Stimulation of macrophages by lipopolysac-charide(LPS)resulted in both degradative and non-degradative ubiquitination.Moreover,this study contributes to the interpretation of the roles of known inflammatory molecules and the dis-covery of novel inflammatory proteins.

Transcranial magnetic stimulation (TMS) is a popular modulatory technique for the noninvasive diagnosis and therapy of neurological and psychiatric diseases. Unfortunately, current modulation strategies are only modestly effective. The literature provides strong evidence that the modulatory effects of TMS vary depending on device components and stimulation protocols. These differential effects are important when designing precise modulatory strategies for clinical or research applications. Developments in TMS have been accompanied by advances in combining TMS with neuroimaging techniques, including electroencephalography, functional near-infrared spectroscopy, functional magnetic resonance imaging, and positron emission tomography. Such studies appear particularly promising as they may not only allow us to probe affected brain areas during TMS but also seem to predict underlying research directions that may enable us to precisely target and remodel impaired cortices or circuits. However, few precise modulation strategies are available, and the long-term safety and efficacy of these strategies need to be confirmed. Here, we review the literature on possible technologies for precise modulation to highlight progress along with limitations with the goal of suggesting future directions for this field.
Brain/diagnostic imaging* ; Electroencephalography ; Magnetic Resonance Imaging ; Neuroimaging ; Transcranial Magnetic Stimulation

Transcranial magnetic stimulation (TMS) is a popular modulatory technique for the noninvasive diagnosis and therapy of neurological and psychiatric diseases. Unfortunately, current modulation strategies are only modestly effective. The literature provides strong evidence that the modulatory effects of TMS vary depending on device components and stimulation protocols. These differential effects are important when designing precise modulatory strategies for clinical or research applications. Developments in TMS have been accompanied by advances in combining TMS with neuroimaging techniques, including electroencephalography, functional near-infrared spectroscopy, functional magnetic resonance imaging, and positron emission tomography. Such studies appear particularly promising as they may not only allow us to probe affected brain areas during TMS but also seem to predict underlying research directions that may enable us to precisely target and remodel impaired cortices or circuits. However, few precise modulation strategies are available, and the long-term safety and efficacy of these strategies need to be confirmed. Here, we review the literature on possible technologies for precise modulation to highlight progress along with limitations with the goal of suggesting future directions for this field.

Objective To investigate the expression of malondialdehyde ( MDA) in esophageal mu-cosa of different types of gastroesophageal reflux disease ( GERD) patients and its role in the esophageal in-flammation. Methods According to the inclusion and exclusion criteria, 42 patients hospitalized in the the Xinjiang Uygur Autonomous Region People's Hospital from December 2017 to October 2018 were selected as the research group. 8 healthy subjects completed physical examination were set up as healthy control group. GERD completed GERDQ score, 24 h pH monitoring, and taken 3 cm on the dentate line of the esophagus as a specimen. The study group was divided into non-erosive reflux disease (NERD) group (17 cases) and Ero-sive reflux disease [erosive esophagitis (RE)] group (25 cases). Then hematoxylin-eosin (HE) staining, immunohistochemistry, real-time polymerase chain reaction ( qPCR ) , enzyme-linked immunosorbent assay (ELISA) methods were used to detect inflammation, oxidative stress (MDA), antioxidant enzyme [manga-nese superoxide dismutase (Mn SOD), glutathione (GSH), catalase (CAT)], and proinflammatory cyto-kines [monocyte chemotactic protein-1 (MCP-1), interlukin-8 (IL-8), tumor necrosis factorα(TNF-α)]. Results There was no significant difference in body mass index ( BMI ) between the three groups ( P >0. 05). 24 h pH monitoring of esophagus showed that the indexes of weak acid reflux (40. 05). In RE group , the infiltration of immune cells (neutrophils, eosinophils), nipple lengthening, edema and other inflammatory changes were found in the esophageal mucosa, and the inflammation score reached the peak, which was signif-icantly higher than that in NERD group, with statistical significant difference (P<0. 001). The positive ex-pression of MDA in the two groups ( NERD, RE) was higher than that in the control group, and the MDA ex-pression in the RE group was almost covered with the full layer esophagus. The serum MDA concentration in the NERD and RE groups was significantly higher than that in the control group (P<0. 001). Compared with the NERD group, the serum MDA in the RE group reached the peak (P<0. 01). The relative expression of mRNA ( Mn SOD, GSH and CAT) in NERD group and RE group was significantly decreased, and there was a significant difference between the three groups (P<0. 001). Compared with the NERD group, the mRNA expression level of Mn SOD and CAT in RE group was significantly decreased (P<0. 01). The relative ex-pression of mRNA (MCP-1, IL-8, TNF- α) increased significantly in the two groups (NERD, RE), and there was a statistically significant difference between the three groups ( P <0. 001 ) . Compared with the NERD group, the expression of its inflammatory factors in the RE group significantly increased (P<0. 01). Conclusions The expression level of MDA in different types of GERD is significantly higher, which may be closely related to esophageal inflammation induced by acid reflux.